{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_STATES = 1000\n",
    "\n",
    "STATES = np.arange(1, N_STATES + 1)\n",
    "STATES_START = 500\n",
    "\n",
    "END_STATES = [0, N_STATES + 1]\n",
    "ACTION_LEFT = -1\n",
    "ACTION_RIGHT = 1\n",
    "ACTIONS = [ACTION_LEFT, ACTION_RIGHT]\n",
    "STEP_RANGE = 100\n",
    "# take an @action at @state, return new state and reward for this transition\n",
    "def step(state, action):\n",
    "    step = np.random.randint(1, STEP_RANGE + 1)\n",
    "    step *= action\n",
    "    state += step\n",
    "    state = max(min(state, N_STATES + 1), 0)\n",
    "    if state == END_STATES[0]:\n",
    "        reward = -1\n",
    "    elif state == END_STATES[1]:\n",
    "        reward = 1\n",
    "    else:\n",
    "        reward = 0\n",
    "    return state, reward"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get an action, following random policy\n",
    "def get_action():\n",
    "    if np.random.binomial(1, 0.5) == 1:\n",
    "        return 1\n",
    "    return -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_true_value():\n",
    "    # true state value, just a promising guess\n",
    "    true_value = np.arange(-1001, 1003, 2) / 1001.0\n",
    "\n",
    "    # Dynamic programming to find the true state values, based on the promising guess above\n",
    "    # Assume all rewards are 0, given that we have already given value -1 and 1 to terminal states\n",
    "    while True:\n",
    "        old_value = np.copy(true_value)\n",
    "        for state in STATES:\n",
    "            true_value[state] = 0\n",
    "            for action in ACTIONS:\n",
    "                for step in range(1, STEP_RANGE + 1):\n",
    "                    step *= action\n",
    "                    next_state = state + step\n",
    "                    next_state = max(min(next_state, N_STATES + 1), 0)\n",
    "                    true_value[state] += 1.0 / (2 * STEP_RANGE) * true_value[next_state]\n",
    "        error = np.sum(np.abs(old_value - true_value))\n",
    "        if error < 1e-2:\n",
    "            break\n",
    "    # correct the state value for terminal states to 0\n",
    "    true_value[0] = true_value[-1] = 0\n",
    "\n",
    "    return true_value\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "true_value = compute_true_value()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# a wrapper class for aggregation value function\n",
    "class ValueFunction:\n",
    "    # @num_of_groups: # of aggregations\n",
    "    def __init__(self, num_of_groups):\n",
    "        self.num_of_groups = num_of_groups\n",
    "        self.group_size = N_STATES // num_of_groups\n",
    "\n",
    "        # thetas\n",
    "        self.params = np.zeros(num_of_groups)\n",
    "    \n",
    "    # get the value of @state\n",
    "    def value(self, state):\n",
    "        if state in END_STATES:\n",
    "            return 0\n",
    "        group_index = (state - 1) // self.group_size\n",
    "        return self.params[group_index]\n",
    "\n",
    "    # update parameters\n",
    "    # @delta: step size * (target - old estimation)\n",
    "    # @state: state of current sample\n",
    "    def update(self, delta, state):\n",
    "        group_index = (state - 1) // self.group_size\n",
    "        self.params[group_index] += delta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# gradient Monte Carlo algorithm\n",
    "# @value_function: an instance of class ValueFunction\n",
    "# @alpha: step size\n",
    "# @distribution: array to store the distribution statistics\n",
    "def gradient_monte_carlo(value_function, alpha, distribution=None):\n",
    "    state = STATES_START\n",
    "    trajectory = [state]\n",
    "    # We assume gamma = 1, so return is just the same as the latest reward\n",
    "    reward = 0.0\n",
    "    while state not in END_STATES:\n",
    "        action = get_action()\n",
    "        next_state, reward = step(state, action)\n",
    "        trajectory.append(next_state)\n",
    "        state = next_state\n",
    "    \n",
    "\n",
    "    # Gradient update for each state in this trajectory\n",
    "    for state in trajectory[:-1]:\n",
    "        delta = alpha * (reward - value_function.value(state))\n",
    "        value_function.update(delta, state)\n",
    "        if distribution is not None:\n",
    "            distribution[state] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/100000 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100000/100000 [00:35<00:00, 2810.25it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Figure 9.1, gradient Monte Carlo algorithm\n",
    "def figure_9_1(true_value):\n",
    "    episodes = int(1e5)\n",
    "    alpha = 2e-5\n",
    "\n",
    "    # we have 10 aggregations in this example, each has 100 states\n",
    "    value_function = ValueFunction(10)\n",
    "    distribution = np.zeros(N_STATES + 2)\n",
    "    for ep in tqdm(range(episodes)):\n",
    "        gradient_monte_carlo(value_function, alpha, distribution)\n",
    "\n",
    "    distribution /= np.sum(distribution)\n",
    "    state_values = [value_function.value(i) for i in STATES]\n",
    "\n",
    "    plt.figure(figsize=(10, 20))\n",
    "\n",
    "    plt.subplot(2, 1, 1)\n",
    "    plt.plot(STATES, state_values, label='Approximate MC value')\n",
    "    plt.plot(STATES, true_value[1: -1], label='True value')\n",
    "    plt.xlabel('State')\n",
    "    plt.ylabel('Value')\n",
    "    plt.legend()\n",
    "\n",
    "    plt.subplot(2, 1, 2)\n",
    "    plt.plot(STATES, distribution[1: -1], label='State distribution')\n",
    "    plt.xlabel('State')\n",
    "    plt.ylabel('Distribution')\n",
    "    plt.legend()\n",
    "\n",
    "    # plt.savefig('../images/figure_9_1.png')\n",
    "    # plt.close()\n",
    "figure_9_1(true_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# semi-gradient n-step TD algorithm\n",
    "# @valueFunction: an instance of class ValueFunction\n",
    "# @n: # of steps\n",
    "# @alpha: step size\n",
    "def semi_gradient_temporal_difference(value_function, n, alpha):\n",
    "    # inital starting state\n",
    "    state = STATES_START\n",
    "\n",
    "    # arrays to store states and rewards for an episode\n",
    "    # space isn't a major consideration, so I didn't use the mod trick\n",
    "    states = [state]\n",
    "    rewards = [0]\n",
    "\n",
    "    # track the time\n",
    "    time = 0\n",
    "\n",
    "    # the length of this episode\n",
    "    T = float('inf')\n",
    "    while True:\n",
    "        # go to next time step\n",
    "        time += 1\n",
    "\n",
    "        if time < T:\n",
    "            # choose an action randomly\n",
    "            action = get_action()\n",
    "            next_state, reward = step(state, action)\n",
    "\n",
    "            # store new state and reward\n",
    "            states.append(next_state)\n",
    "            rewards.append(reward)\n",
    "            \n",
    "            if next_state in END_STATES:\n",
    "                T = time\n",
    "        \n",
    "        # get the time of the state to update\n",
    "        update_time = time - n\n",
    "        if update_time >= 0:\n",
    "            returns = 0.0\n",
    "            # calculate corresponding rewards\n",
    "            for t in range(update_time + 1, min(T, update_time + n) + 1):\n",
    "                returns += rewards[t]\n",
    "            # add state value to the return\n",
    "            if update_time + n <= T:\n",
    "                returns += value_function.value(states[update_time + n])\n",
    "            \n",
    "            state_to_update = states[update_time]\n",
    "            if not state_to_update  in END_STATES:\n",
    "                delta = alpha * (returns - value_function.value(state_to_update))\n",
    "                value_function.update(delta, state_to_update)\n",
    "        if update_time == T - 1:\n",
    "            break\n",
    "        state = next_state\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# semi-gradient TD on 1000-state random walk\n",
    "def figure_9_2_left(true_value):\n",
    "    episodes = int(1e5)\n",
    "    alpha = 2e-4\n",
    "    value_function = ValueFunction(10)\n",
    "    for ep in tqdm(range(episodes)):\n",
    "        semi_gradient_temporal_difference(value_function, 1, alpha)\n",
    "\n",
    "    stateValues = [value_function.value(i) for i in STATES]\n",
    "    plt.plot(STATES, stateValues, label='Approximate TD value')\n",
    "    plt.plot(STATES, true_value[1: -1], label='True value')\n",
    "    plt.xlabel('State')\n",
    "    plt.ylabel('Value')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# different alphas and steps for semi-gradient TD\n",
    "def figure_9_2_right(true_value):\n",
    "    # all possible steps\n",
    "    steps = np.power(2, np.arange(0, 10))\n",
    "\n",
    "    # all possible alphas\n",
    "    alphas = np.arange(0, 1.1, 0.1)\n",
    "\n",
    "    # each run has 10 episodes\n",
    "    episodes = 10\n",
    "\n",
    "    # perform 100 independent runs\n",
    "    runs = 100\n",
    "\n",
    "    # track the errors for each (step, alpha) combination\n",
    "    errors = np.zeros((len(steps), len(alphas)))\n",
    "    for run in tqdm(range(runs)):\n",
    "        for step_ind, step in zip(range(len(steps)), steps):\n",
    "            for alpha_ind, alpha in zip(range(len(alphas)), alphas):\n",
    "                # we have 20 aggregations in this example\n",
    "                value_function = ValueFunction(20)\n",
    "                for ep in range(0, episodes):\n",
    "                    semi_gradient_temporal_difference(value_function, step, alpha)\n",
    "                    # calculate the RMS error\n",
    "                    state_value = np.asarray([value_function.value(i) for i in STATES])\n",
    "                    errors[step_ind, alpha_ind] += np.sqrt(np.sum(np.power(state_value - true_value[1: -1], 2)) / N_STATES)\n",
    "    # take average\n",
    "    errors /= episodes * runs\n",
    "    # truncate the error\n",
    "    for i in range(len(steps)):\n",
    "        plt.plot(alphas, errors[i, :], label='n = ' + str(steps[i]))\n",
    "    plt.xlabel('alpha')\n",
    "    plt.ylabel('RMS error')\n",
    "    plt.ylim([0.25, 0.55])\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/100000 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100000/100000 [00:45<00:00, 2185.89it/s]\n",
      "100%|██████████| 100/100 [02:21<00:00,  1.42s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def figure_9_2(true_value):\n",
    "    plt.figure(figsize=(10, 20))\n",
    "    plt.subplot(2, 1, 1)\n",
    "    figure_9_2_left(true_value)\n",
    "    plt.subplot(2, 1, 2)\n",
    "    figure_9_2_right(true_value)\n",
    "figure_9_2(true_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# a wrapper class for polynomial / Fourier -based value function\n",
    "POLYNOMIAL_BASES = 0\n",
    "FOURIER_BASES = 1\n",
    "class BasesValueFunction:\n",
    "    # @order: # of bases, each function also has one more constant parameter (called bias in machine learning)\n",
    "    # @type: polynomial bases or Fourier bases\n",
    "    def __init__(self, order, type):\n",
    "        self.order = order\n",
    "        self.type = type\n",
    "\n",
    "        self.weights = np.zeros(order + 1)\n",
    "\n",
    "        # set up bases function\n",
    "        self.bases = []\n",
    "        if type == POLYNOMIAL_BASES:\n",
    "            for i in range(0, order + 1):\n",
    "                self.bases.append(lambda s, i=i: pow(s, i))\n",
    "        elif type == FOURIER_BASES:\n",
    "            for i in range(0, order + 1):\n",
    "                self.bases.append(lambda s, i=i: np.cos(i * np.pi * s))\n",
    "\n",
    "    # get the value of @state\n",
    "    def value(self, state):\n",
    "        # map the state space into [0, 1]\n",
    "        state /= float(N_STATES)\n",
    "        # get the feature vector\n",
    "        feature = np.asarray([func(state) for func in self.bases])\n",
    "        return np.dot(self.weights, feature)\n",
    "\n",
    "\n",
    "    def update(self, delta, state):\n",
    "        # map the state space into [0, 1]\n",
    "        state /= float(N_STATES)\n",
    "        # get derivative value\n",
    "        derivative_value = np.asarray([func(state) for func in self.bases])\n",
    "        self.weights += delta * derivative_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Figure 9.5, Fourier basis and polynomials\n",
    "def figure_9_5(true_value):\n",
    "    # my machine can only afford 1 run\n",
    "    runs = 1\n",
    "\n",
    "    episodes = 5000\n",
    "\n",
    "    # # of bases\n",
    "    orders = [5, 10, 20]\n",
    "\n",
    "    alphas = [1e-4, 5e-5]\n",
    "    labels = [['polynomial basis'] * 3, ['fourier basis'] * 3]\n",
    "\n",
    "    # track errors for each episode\n",
    "    errors = np.zeros((len(alphas), len(orders), episodes))\n",
    "    for run in range(runs):\n",
    "        for i in range(len(orders)):\n",
    "            value_functions = [BasesValueFunction(orders[i], POLYNOMIAL_BASES), BasesValueFunction(orders[i], FOURIER_BASES)]\n",
    "            for j in range(len(value_functions)):\n",
    "                for episode in tqdm(range(episodes)):\n",
    "\n",
    "                    # gradient Monte Carlo algorithm\n",
    "                    gradient_monte_carlo(value_functions[j], alphas[j])\n",
    "\n",
    "                    # get state values under current value function\n",
    "                    state_values = [value_functions[j].value(state) for state in STATES]\n",
    "\n",
    "                    # get the root-mean-squared error\n",
    "                    errors[j, i, episode] += np.sqrt(np.mean(np.power(true_value[1: -1] - state_values, 2)))\n",
    "\n",
    "    # average over independent runs\n",
    "    errors /= runs\n",
    "\n",
    "    for i in range(len(alphas)):\n",
    "        for j in range(len(orders)):\n",
    "            plt.plot(errors[i, j, :], label='%s order = %d' % (labels[i][j], orders[j]))\n",
    "    plt.xlabel('Episodes')\n",
    "    # The book plots RMSVE, which is RMSE weighted by a state distribution\n",
    "    plt.ylabel('RMSE')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5000/5000 [00:28<00:00, 177.61it/s]\n",
      "100%|██████████| 5000/5000 [00:50<00:00, 98.12it/s] \n",
      "100%|██████████| 5000/5000 [00:33<00:00, 148.50it/s]\n",
      "100%|██████████| 5000/5000 [01:15<00:00, 65.85it/s]\n",
      "100%|██████████| 5000/5000 [00:49<00:00, 100.79it/s]\n",
      "100%|██████████| 5000/5000 [02:01<00:00, 41.11it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure_9_5(true_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# a wrapper class for tile coding value function\n",
    "class TilingsValueFunction:\n",
    "    # @num_of_tilings: # of tilings\n",
    "    # @tileWidth: each tiling has several tiles, this parameter specifies the width of each tile\n",
    "    # @tilingOffset: specifies how tilings are put together\n",
    "    def __init__(self, numOfTilings, tileWidth, tilingOffset):\n",
    "        self.numOfTilings = numOfTilings\n",
    "        self.tileWidth = tileWidth\n",
    "        self.tilingOffset = tilingOffset\n",
    "\n",
    "        # To make sure that each sate is covered by same number of tiles,\n",
    "        # we need one more tile for each tiling\n",
    "        self.tilingSize = (N_STATES) // tileWidth + 1\n",
    "\n",
    "        # weight for each tile\n",
    "        self.params = np.zeros((self.numOfTilings, self.tilingSize))\n",
    "        # For performance, only track the starting position for each tiling\n",
    "        # As we have one more tile for each tiling, the starting position will be negative\n",
    "        self.tilings = np.arange(-tileWidth + 1, 0, tilingOffset)\n",
    "    \n",
    "    # get the value of @state:\n",
    "    def value(self, state):\n",
    "        stateValue = 0.0\n",
    "        # go through all the tilings\n",
    "        for tilingIndex in range(0, len(self.tilings)):\n",
    "            # find the active tile in current tiling\n",
    "            tileIndex = (state - self.tilings[tilingIndex]) // self.tileWidth\n",
    "            stateValue += self.params[tilingIndex, tileIndex]\n",
    "        return stateValue\n",
    "    \n",
    "\n",
    "    # update parameters\n",
    "    # @delta: step size * (target - old estimation)\n",
    "    # @state: state of current sample\n",
    "    def update(self, delta, state):\n",
    "        # each state is covered by same number of tilings\n",
    "        # so the delta should be divided equally into each tiling (tile)\n",
    "        delta /= self.numOfTilings\n",
    "\n",
    "        # go through all the tilings\n",
    "        for tilingIndex in range(0, len(self.tilings)):\n",
    "            # find the active tile in current tiling\n",
    "            tileIndex = (state - self.tilings[tilingIndex]) // self.tileWidth\n",
    "            self.params[tilingIndex, tileIndex] += delta\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Figure 9.10, it will take quite a while\n",
    "def figure_9_10(true_value):\n",
    "\n",
    "    # My machine can only afford one run, thus the curve isn't so smooth\n",
    "    runs = 1\n",
    "\n",
    "    # number of episodes\n",
    "    episodes = 5000\n",
    "\n",
    "    num_of_tilings = 50\n",
    "\n",
    "    # each tile will cover 200 states\n",
    "    tile_width = 200\n",
    "\n",
    "    # how to put so many tilings\n",
    "    tiling_offset = 4\n",
    "\n",
    "    labels = ['tile coding (50 tilings)', 'state aggregation (one tiling)']\n",
    "\n",
    "    # track errors for each episode\n",
    "    errors = np.zeros((len(labels), episodes))\n",
    "    for run in range(runs):\n",
    "        # initialize value functions for multiple tilings and single tiling\n",
    "        value_functions = [TilingsValueFunction(num_of_tilings, tile_width, tiling_offset),\n",
    "                         ValueFunction(N_STATES // tile_width)]\n",
    "        for i in range(len(value_functions)):\n",
    "            for episode in tqdm(range(episodes)):\n",
    "                # I use a changing alpha according to the episode instead of a small fixed alpha\n",
    "                # With a small fixed alpha, I don't think 5000 episodes is enough for so many\n",
    "                # parameters in multiple tilings.\n",
    "                # The asymptotic performance for single tiling stays unchanged under a changing alpha,\n",
    "                # however the asymptotic performance for multiple tilings improves significantly\n",
    "                alpha = 1.0 / (episode + 1)\n",
    "\n",
    "                # gradient Monte Carlo algorithm\n",
    "                gradient_monte_carlo(value_functions[i], alpha)\n",
    "\n",
    "                # get state values under current value function\n",
    "                state_values = [value_functions[i].value(state) for state in STATES]\n",
    "\n",
    "                # get the root-mean-squared error\n",
    "                errors[i][episode] += np.sqrt(np.mean(np.power(true_value[1: -1] - state_values, 2)))\n",
    "\n",
    "    # average over independent runs\n",
    "    errors /= runs\n",
    "\n",
    "    for i in range(0, len(labels)):\n",
    "        plt.plot(errors[i], label=labels[i])\n",
    "    plt.xlabel('Episodes')\n",
    "    # The book plots RMSVE, which is RMSE weighted by a state distribution\n",
    "    plt.ylabel('RMSE')\n",
    "    plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5000/5000 [01:46<00:00, 46.99it/s]\n",
      "100%|██████████| 5000/5000 [00:03<00:00, 1295.15it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure_9_10(true_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
